Batch 1: Categorical Vs Categorical (ISCG and Dependent) - CHISQ
In this first analyses we examine 5 categorical variables agains all categorical ISCG variables using the Chi-Squared Test for Independence. When a “significant relationship” (p<0.05) is found a table for further investigation is produced.
iscg_cols_categorical<-c("IS.REVA_arrival", "IS.REVA_arrival_shelt", "Is.higest_edu",
"IS.mhoh", "IS.gender_hoh", "IS.dependency_ratio_threshold", "IS.disab",
"IS.disab_coll_water", "IS.no_male_18to59_coll_water", "IS.no_adult_18to59_coll_water")
dependent.var.list<-c("I.prob_coll_water_HH",
"I.safe_water_sources",
"I.wat_30min",
"ic.jrp.drnk_wat_only_classification",
"I.cop_strat")
#MATCHING CATEGORICAL VS CATEGORICAL
case<-map_to_case(hypothesis.type = "group_difference",
dependent.var.type = "categorical",
independent.var.type = "categorical")
results_list<-list()
for (dep_var in dependent.var.list){
for(iscg_var in iscg_cols_categorical){
results1<-map_to_result(data=hh,
dependent.var=dep_var,
independent.var = iscg_var,
case=case,
weighting = wash_weights)
pval<-round(results1$hypothesis.test$result$p.value,3)
pval_label<-ifelse(pval<0.05, paste0("*", pval),pval)
results_list[[iscg_var]]<-results1$summary.statistic
plots1<-ggplot(results1$summary.statistic,
aes(x=independent.var.value,
y=numbers,
fill=factor(dependent.var.value),name="")) +
geom_bar(position=position_dodge(), stat="identity") +
scale_fill_brewer(palette="Spectral")+
geom_errorbar(aes(ymin=min, ymax=max),
width=.2,
position=position_dodge(.9))+
labs(title= paste0(dep_var, "~",iscg_var," p value = " ,pval_label),
x=iscg_var,y= "%",
fill=dep_var)+
# geom_text(aes(label=numbers), vjust=max(max)) +
geom_text(aes(y=max(max)+0.2,label=round(numbers,3)),
# width=.2,
position=position_dodge(.9))+
theme_economist()
print(plots1)
if(pval<0.05){
print(kable(results1$summary.statistic,
caption= paste0("Sig. Relationship Found for ",
paste0(iscg_var,dep_var)," : pval= *", pval)) %>% kable_styling(position = "center"))}
}
}
Sig. Relationship Found for IS.REVA_arrivalI.prob_coll_water_HH : pval= *0.04
|
dependent.var
|
independent.var
|
dependent.var.value
|
independent.var.value
|
numbers
|
se
|
min
|
max
|
|
I.prob_coll_water_HH
|
IS.REVA_arrival
|
0
|
2016 - Aug 2017
|
0.4444444
|
NA
|
0.3296518
|
0.5592371
|
|
I.prob_coll_water_HH
|
IS.REVA_arrival
|
0
|
Before 2016
|
0.5512195
|
NA
|
0.5030696
|
0.5993694
|
|
I.prob_coll_water_HH
|
IS.REVA_arrival
|
0
|
post Aug 2017
|
0.5811069
|
NA
|
0.5638586
|
0.5983552
|
|
I.prob_coll_water_HH
|
IS.REVA_arrival
|
1
|
2016 - Aug 2017
|
0.5555556
|
NA
|
0.4407629
|
0.6703482
|
|
I.prob_coll_water_HH
|
IS.REVA_arrival
|
1
|
Before 2016
|
0.4487805
|
NA
|
0.4006306
|
0.4969304
|
|
I.prob_coll_water_HH
|
IS.REVA_arrival
|
1
|
post Aug 2017
|
0.4188931
|
NA
|
0.4016448
|
0.4361414
|
Sig. Relationship Found for IS.disabI.prob_coll_water_HH : pval= *0
|
dependent.var
|
independent.var
|
dependent.var.value
|
independent.var.value
|
numbers
|
se
|
min
|
max
|
|
I.prob_coll_water_HH
|
IS.disab
|
0
|
0
|
0.5985983
|
NA
|
0.5814481
|
0.6157485
|
|
I.prob_coll_water_HH
|
IS.disab
|
0
|
1
|
0.4229979
|
NA
|
0.3791144
|
0.4668815
|
|
I.prob_coll_water_HH
|
IS.disab
|
1
|
0
|
0.4014017
|
NA
|
0.3842515
|
0.4185519
|
|
I.prob_coll_water_HH
|
IS.disab
|
1
|
1
|
0.5770021
|
NA
|
0.5331185
|
0.6208856
|
Sig. Relationship Found for IS.disab_coll_waterI.prob_coll_water_HH : pval= *0
|
dependent.var
|
independent.var
|
dependent.var.value
|
independent.var.value
|
numbers
|
se
|
min
|
max
|
|
I.prob_coll_water_HH
|
IS.disab_coll_water
|
0
|
0
|
0.5852521
|
NA
|
0.5687644
|
0.6017399
|
|
I.prob_coll_water_HH
|
IS.disab_coll_water
|
0
|
1
|
0.3948718
|
NA
|
0.3262531
|
0.4634905
|
|
I.prob_coll_water_HH
|
IS.disab_coll_water
|
1
|
0
|
0.4147479
|
NA
|
0.3982601
|
0.4312356
|
|
I.prob_coll_water_HH
|
IS.disab_coll_water
|
1
|
1
|
0.6051282
|
NA
|
0.5365095
|
0.6737469
|
Sig. Relationship Found for IS.REVA_arrivalI.safe_water_sources : pval= *0.04
|
dependent.var
|
independent.var
|
dependent.var.value
|
independent.var.value
|
numbers
|
se
|
min
|
max
|
|
I.safe_water_sources
|
IS.REVA_arrival
|
1
|
2016 - Aug 2017
|
0.9722222
|
NA
|
0.9342581
|
1.0000000
|
|
I.safe_water_sources
|
IS.REVA_arrival
|
1
|
Before 2016
|
0.9902439
|
NA
|
0.9807285
|
0.9997593
|
|
I.safe_water_sources
|
IS.REVA_arrival
|
1
|
post Aug 2017
|
0.9945929
|
NA
|
0.9920291
|
0.9971566
|
|
I.safe_water_sources
|
IS.REVA_arrival
|
0
|
2016 - Aug 2017
|
0.0277778
|
NA
|
0.0000000
|
0.0657419
|
|
I.safe_water_sources
|
IS.REVA_arrival
|
0
|
Before 2016
|
0.0097561
|
NA
|
0.0002407
|
0.0192715
|
|
I.safe_water_sources
|
IS.REVA_arrival
|
0
|
post Aug 2017
|
0.0054071
|
NA
|
0.0028434
|
0.0079709
|
Sig. Relationship Found for IS.REVA_arrivalI.wat_30min : pval= *0
|
dependent.var
|
independent.var
|
dependent.var.value
|
independent.var.value
|
numbers
|
se
|
min
|
max
|
|
I.wat_30min
|
IS.REVA_arrival
|
Less Than 30
|
2016 - Aug 2017
|
0.6944444
|
NA
|
0.5880288
|
0.8008601
|
|
I.wat_30min
|
IS.REVA_arrival
|
Less Than 30
|
Before 2016
|
0.6146341
|
NA
|
0.5675189
|
0.6617493
|
|
I.wat_30min
|
IS.REVA_arrival
|
Less Than 30
|
post Aug 2017
|
0.7150127
|
NA
|
0.6992317
|
0.7307938
|
|
I.wat_30min
|
IS.REVA_arrival
|
More than 30
|
2016 - Aug 2017
|
0.3055556
|
NA
|
0.1991399
|
0.4119712
|
|
I.wat_30min
|
IS.REVA_arrival
|
More than 30
|
Before 2016
|
0.3853659
|
NA
|
0.3382507
|
0.4324811
|
|
I.wat_30min
|
IS.REVA_arrival
|
More than 30
|
post Aug 2017
|
0.2849873
|
NA
|
0.2692062
|
0.3007683
|
Sig. Relationship Found for IS.REVA_arrival_sheltI.wat_30min : pval= *0
|
dependent.var
|
independent.var
|
dependent.var.value
|
independent.var.value
|
numbers
|
se
|
min
|
max
|
|
I.wat_30min
|
IS.REVA_arrival_shelt
|
Less Than 30
|
< 2016
|
0.5865385
|
NA
|
0.5318877
|
0.6411893
|
|
I.wat_30min
|
IS.REVA_arrival_shelt
|
Less Than 30
|
2016 - Aug 2017
|
0.7058824
|
NA
|
0.6090043
|
0.8027604
|
|
I.wat_30min
|
IS.REVA_arrival_shelt
|
Less Than 30
|
post Aug 2017
|
0.7144627
|
NA
|
0.6988817
|
0.7300437
|
|
I.wat_30min
|
IS.REVA_arrival_shelt
|
More than 30
|
< 2016
|
0.4134615
|
NA
|
0.3588107
|
0.4681123
|
|
I.wat_30min
|
IS.REVA_arrival_shelt
|
More than 30
|
2016 - Aug 2017
|
0.2941176
|
NA
|
0.1972396
|
0.3909957
|
|
I.wat_30min
|
IS.REVA_arrival_shelt
|
More than 30
|
post Aug 2017
|
0.2855373
|
NA
|
0.2699563
|
0.3011183
|
Sig. Relationship Found for Is.higest_eduI.wat_30min : pval= *0.015
|
dependent.var
|
independent.var
|
dependent.var.value
|
independent.var.value
|
numbers
|
se
|
min
|
max
|
|
I.wat_30min
|
Is.higest_edu
|
Less Than 30
|
Completed Primary or More
|
0.7080132
|
NA
|
0.6871329
|
0.7288934
|
|
I.wat_30min
|
Is.higest_edu
|
Less Than 30
|
No Education
|
0.6694915
|
NA
|
0.6394802
|
0.6995029
|
|
I.wat_30min
|
Is.higest_edu
|
Less Than 30
|
Some Primary
|
0.7302326
|
NA
|
0.7005648
|
0.7599003
|
|
I.wat_30min
|
Is.higest_edu
|
More than 30
|
Completed Primary or More
|
0.2919868
|
NA
|
0.2711066
|
0.3128671
|
|
I.wat_30min
|
Is.higest_edu
|
More than 30
|
No Education
|
0.3305085
|
NA
|
0.3004971
|
0.3605198
|
|
I.wat_30min
|
Is.higest_edu
|
More than 30
|
Some Primary
|
0.2697674
|
NA
|
0.2400997
|
0.2994352
|
Sig. Relationship Found for IS.mhohI.wat_30min : pval= *0
|
dependent.var
|
independent.var
|
dependent.var.value
|
independent.var.value
|
numbers
|
se
|
min
|
max
|
|
I.wat_30min
|
IS.mhoh
|
Less Than 30
|
married
|
0.7080440
|
NA
|
0.6928836
|
0.7232044
|
|
I.wat_30min
|
IS.mhoh
|
Less Than 30
|
separated_divorced
|
0.5000000
|
NA
|
0.2549707
|
0.7450293
|
|
I.wat_30min
|
IS.mhoh
|
Less Than 30
|
single
|
0.7678571
|
NA
|
0.6572631
|
0.8784512
|
|
I.wat_30min
|
IS.mhoh
|
Less Than 30
|
widow(er)
|
0.5306122
|
NA
|
0.4317912
|
0.6294333
|
|
I.wat_30min
|
IS.mhoh
|
More than 30
|
married
|
0.2919560
|
NA
|
0.2767956
|
0.3071164
|
|
I.wat_30min
|
IS.mhoh
|
More than 30
|
separated_divorced
|
0.5000000
|
NA
|
0.2549707
|
0.7450293
|
|
I.wat_30min
|
IS.mhoh
|
More than 30
|
single
|
0.2321429
|
NA
|
0.1215488
|
0.3427369
|
|
I.wat_30min
|
IS.mhoh
|
More than 30
|
widow(er)
|
0.4693878
|
NA
|
0.3705667
|
0.5682088
|
Sig. Relationship Found for IS.gender_hohI.wat_30min : pval= *0
|
dependent.var
|
independent.var
|
dependent.var.value
|
independent.var.value
|
numbers
|
se
|
min
|
max
|
|
I.wat_30min
|
IS.gender_hoh
|
Less Than 30
|
female
|
0.6373626
|
NA
|
0.6061222
|
0.6686031
|
|
I.wat_30min
|
IS.gender_hoh
|
Less Than 30
|
male
|
0.7253314
|
NA
|
0.7085427
|
0.7421200
|
|
I.wat_30min
|
IS.gender_hoh
|
More than 30
|
female
|
0.3626374
|
NA
|
0.3313969
|
0.3938778
|
|
I.wat_30min
|
IS.gender_hoh
|
More than 30
|
male
|
0.2746686
|
NA
|
0.2578800
|
0.2914573
|
Sig. Relationship Found for IS.dependency_ratio_thresholdI.wat_30min : pval= *0.006
|
dependent.var
|
independent.var
|
dependent.var.value
|
independent.var.value
|
numbers
|
se
|
min
|
max
|
|
I.wat_30min
|
IS.dependency_ratio_threshold
|
Less Than 30
|
0
|
0.7167315
|
NA
|
0.6993087
|
0.7341544
|
|
I.wat_30min
|
IS.dependency_ratio_threshold
|
Less Than 30
|
1
|
0.6704545
|
NA
|
0.6421003
|
0.6988088
|
|
I.wat_30min
|
IS.dependency_ratio_threshold
|
More than 30
|
0
|
0.2832685
|
NA
|
0.2658456
|
0.3006913
|
|
I.wat_30min
|
IS.dependency_ratio_threshold
|
More than 30
|
1
|
0.3295455
|
NA
|
0.3011912
|
0.3578997
|
Sig. Relationship Found for IS.disabI.wat_30min : pval= *0
|
dependent.var
|
independent.var
|
dependent.var.value
|
independent.var.value
|
numbers
|
se
|
min
|
max
|
|
I.wat_30min
|
IS.disab
|
Less Than 30
|
0
|
0.7193374
|
NA
|
0.7036167
|
0.7350580
|
|
I.wat_30min
|
IS.disab
|
Less Than 30
|
1
|
0.5995893
|
NA
|
0.5560659
|
0.6431128
|
|
I.wat_30min
|
IS.disab
|
More than 30
|
0
|
0.2806626
|
NA
|
0.2649420
|
0.2963833
|
|
I.wat_30min
|
IS.disab
|
More than 30
|
1
|
0.4004107
|
NA
|
0.3568872
|
0.4439341
|
Sig. Relationship Found for IS.disab_coll_waterI.wat_30min : pval= *0.001
|
dependent.var
|
independent.var
|
dependent.var.value
|
independent.var.value
|
numbers
|
se
|
min
|
max
|
|
I.wat_30min
|
IS.disab_coll_water
|
Less Than 30
|
0
|
0.7091227
|
NA
|
0.6939238
|
0.7243216
|
|
I.wat_30min
|
IS.disab_coll_water
|
Less Than 30
|
1
|
0.6000000
|
NA
|
0.5312304
|
0.6687696
|
|
I.wat_30min
|
IS.disab_coll_water
|
More than 30
|
0
|
0.2908773
|
NA
|
0.2756784
|
0.3060762
|
|
I.wat_30min
|
IS.disab_coll_water
|
More than 30
|
1
|
0.4000000
|
NA
|
0.3312304
|
0.4687696
|
Sig. Relationship Found for IS.REVA_arrivalic.jrp.drnk_wat_only_classification : pval= *0.001
|
dependent.var
|
independent.var
|
dependent.var.value
|
independent.var.value
|
numbers
|
se
|
min
|
max
|
|
ic.jrp.drnk_wat_only_classification
|
IS.REVA_arrival
|
3 -15
|
2016 - Aug 2017
|
0.4166667
|
NA
|
0.3027743
|
0.5305590
|
|
ic.jrp.drnk_wat_only_classification
|
IS.REVA_arrival
|
3 -15
|
Before 2016
|
0.5317073
|
NA
|
0.4834002
|
0.5800144
|
|
ic.jrp.drnk_wat_only_classification
|
IS.REVA_arrival
|
3 -15
|
post Aug 2017
|
0.5098601
|
NA
|
0.4923836
|
0.5273365
|
|
ic.jrp.drnk_wat_only_classification
|
IS.REVA_arrival
|
< 3
|
2016 - Aug 2017
|
0.3055556
|
NA
|
0.1991399
|
0.4119712
|
|
ic.jrp.drnk_wat_only_classification
|
IS.REVA_arrival
|
< 3
|
Before 2016
|
0.3121951
|
NA
|
0.2673349
|
0.3570554
|
|
ic.jrp.drnk_wat_only_classification
|
IS.REVA_arrival
|
< 3
|
post Aug 2017
|
0.2671756
|
NA
|
0.2517065
|
0.2826447
|
|
ic.jrp.drnk_wat_only_classification
|
IS.REVA_arrival
|
>20
|
2016 - Aug 2017
|
0.2500000
|
NA
|
0.1499672
|
0.3500328
|
|
ic.jrp.drnk_wat_only_classification
|
IS.REVA_arrival
|
>20
|
Before 2016
|
0.0902439
|
NA
|
0.0625051
|
0.1179827
|
|
ic.jrp.drnk_wat_only_classification
|
IS.REVA_arrival
|
>20
|
post Aug 2017
|
0.1323155
|
NA
|
0.1204700
|
0.1441610
|
|
ic.jrp.drnk_wat_only_classification
|
IS.REVA_arrival
|
15-20
|
2016 - Aug 2017
|
0.0277778
|
NA
|
0.0000000
|
0.0657419
|
|
ic.jrp.drnk_wat_only_classification
|
IS.REVA_arrival
|
15-20
|
Before 2016
|
0.0658537
|
NA
|
0.0418425
|
0.0898648
|
|
ic.jrp.drnk_wat_only_classification
|
IS.REVA_arrival
|
15-20
|
post Aug 2017
|
0.0906489
|
NA
|
0.0806116
|
0.1006861
|
Sig. Relationship Found for Is.higest_eduic.jrp.drnk_wat_only_classification : pval= *0
|
dependent.var
|
independent.var
|
dependent.var.value
|
independent.var.value
|
numbers
|
se
|
min
|
max
|
|
ic.jrp.drnk_wat_only_classification
|
Is.higest_edu
|
3 -15
|
Completed Primary or More
|
0.5021954
|
NA
|
0.4792339
|
0.5251569
|
|
ic.jrp.drnk_wat_only_classification
|
Is.higest_edu
|
3 -15
|
No Education
|
0.4565678
|
NA
|
0.4247883
|
0.4883473
|
|
ic.jrp.drnk_wat_only_classification
|
Is.higest_edu
|
3 -15
|
Some Primary
|
0.5872093
|
NA
|
0.5542999
|
0.6201187
|
|
ic.jrp.drnk_wat_only_classification
|
Is.higest_edu
|
< 3
|
Completed Primary or More
|
0.2711306
|
NA
|
0.2507157
|
0.2915456
|
|
ic.jrp.drnk_wat_only_classification
|
Is.higest_edu
|
< 3
|
No Education
|
0.3177966
|
NA
|
0.2880900
|
0.3475033
|
|
ic.jrp.drnk_wat_only_classification
|
Is.higest_edu
|
< 3
|
Some Primary
|
0.2279070
|
NA
|
0.1998673
|
0.2559466
|
|
ic.jrp.drnk_wat_only_classification
|
Is.higest_edu
|
>20
|
Completed Primary or More
|
0.1421515
|
NA
|
0.1261148
|
0.1581882
|
|
ic.jrp.drnk_wat_only_classification
|
Is.higest_edu
|
>20
|
No Education
|
0.1271186
|
NA
|
0.1058664
|
0.1483709
|
|
ic.jrp.drnk_wat_only_classification
|
Is.higest_edu
|
>20
|
Some Primary
|
0.1069767
|
NA
|
0.0863165
|
0.1276370
|
|
ic.jrp.drnk_wat_only_classification
|
Is.higest_edu
|
15-20
|
Completed Primary or More
|
0.0845225
|
NA
|
0.0717480
|
0.0972970
|
|
ic.jrp.drnk_wat_only_classification
|
Is.higest_edu
|
15-20
|
No Education
|
0.0985169
|
NA
|
0.0795037
|
0.1175302
|
|
ic.jrp.drnk_wat_only_classification
|
Is.higest_edu
|
15-20
|
Some Primary
|
0.0779070
|
NA
|
0.0599913
|
0.0958227
|
Sig. Relationship Found for IS.mhohic.jrp.drnk_wat_only_classification : pval= *0.024
|
dependent.var
|
independent.var
|
dependent.var.value
|
independent.var.value
|
numbers
|
se
|
min
|
max
|
|
ic.jrp.drnk_wat_only_classification
|
IS.mhoh
|
3 -15
|
married
|
0.5121528
|
NA
|
0.4954856
|
0.5288200
|
|
ic.jrp.drnk_wat_only_classification
|
IS.mhoh
|
3 -15
|
separated_divorced
|
0.6250000
|
NA
|
0.3877514
|
0.8622486
|
|
ic.jrp.drnk_wat_only_classification
|
IS.mhoh
|
3 -15
|
single
|
0.5000000
|
NA
|
0.3690263
|
0.6309737
|
|
ic.jrp.drnk_wat_only_classification
|
IS.mhoh
|
3 -15
|
widow(er)
|
0.4387755
|
NA
|
0.3405138
|
0.5370372
|
|
ic.jrp.drnk_wat_only_classification
|
IS.mhoh
|
< 3
|
married
|
0.2690972
|
NA
|
0.2543094
|
0.2838851
|
|
ic.jrp.drnk_wat_only_classification
|
IS.mhoh
|
< 3
|
separated_divorced
|
0.3125000
|
NA
|
0.0853518
|
0.5396482
|
|
ic.jrp.drnk_wat_only_classification
|
IS.mhoh
|
< 3
|
single
|
0.2321429
|
NA
|
0.1215488
|
0.3427369
|
|
ic.jrp.drnk_wat_only_classification
|
IS.mhoh
|
< 3
|
widow(er)
|
0.4285714
|
NA
|
0.3305801
|
0.5265627
|
|
ic.jrp.drnk_wat_only_classification
|
IS.mhoh
|
>20
|
married
|
0.1313657
|
NA
|
0.1201021
|
0.1426294
|
|
ic.jrp.drnk_wat_only_classification
|
IS.mhoh
|
>20
|
separated_divorced
|
0.0000000
|
NA
|
0.0000000
|
0.0000000
|
|
ic.jrp.drnk_wat_only_classification
|
IS.mhoh
|
>20
|
single
|
0.1250000
|
NA
|
0.0383691
|
0.2116309
|
|
ic.jrp.drnk_wat_only_classification
|
IS.mhoh
|
>20
|
widow(er)
|
0.1020408
|
NA
|
0.0421017
|
0.1619799
|
|
ic.jrp.drnk_wat_only_classification
|
IS.mhoh
|
15-20
|
married
|
0.0873843
|
NA
|
0.0779679
|
0.0968006
|
|
ic.jrp.drnk_wat_only_classification
|
IS.mhoh
|
15-20
|
separated_divorced
|
0.0625000
|
NA
|
0.0000000
|
0.1811243
|
|
ic.jrp.drnk_wat_only_classification
|
IS.mhoh
|
15-20
|
single
|
0.1428571
|
NA
|
0.0511947
|
0.2345196
|
|
ic.jrp.drnk_wat_only_classification
|
IS.mhoh
|
15-20
|
widow(er)
|
0.0306122
|
NA
|
0.0000000
|
0.0647230
|
Sig. Relationship Found for IS.dependency_ratio_thresholdic.jrp.drnk_wat_only_classification : pval= *0
|
dependent.var
|
independent.var
|
dependent.var.value
|
independent.var.value
|
numbers
|
se
|
min
|
max
|
|
ic.jrp.drnk_wat_only_classification
|
IS.dependency_ratio_threshold
|
3 -15
|
0
|
0.4848249
|
NA
|
0.4655003
|
0.5041495
|
|
ic.jrp.drnk_wat_only_classification
|
IS.dependency_ratio_threshold
|
3 -15
|
1
|
0.5729167
|
NA
|
0.5430781
|
0.6027552
|
|
ic.jrp.drnk_wat_only_classification
|
IS.dependency_ratio_threshold
|
< 3
|
0
|
0.2723735
|
NA
|
0.2551597
|
0.2895874
|
|
ic.jrp.drnk_wat_only_classification
|
IS.dependency_ratio_threshold
|
< 3
|
1
|
0.2746212
|
NA
|
0.2476981
|
0.3015443
|
|
ic.jrp.drnk_wat_only_classification
|
IS.dependency_ratio_threshold
|
>20
|
0
|
0.1459144
|
NA
|
0.1322641
|
0.1595647
|
|
ic.jrp.drnk_wat_only_classification
|
IS.dependency_ratio_threshold
|
>20
|
1
|
0.0909091
|
NA
|
0.0735677
|
0.1082505
|
|
ic.jrp.drnk_wat_only_classification
|
IS.dependency_ratio_threshold
|
15-20
|
0
|
0.0968872
|
NA
|
0.0854493
|
0.1083250
|
|
ic.jrp.drnk_wat_only_classification
|
IS.dependency_ratio_threshold
|
15-20
|
1
|
0.0615530
|
NA
|
0.0470551
|
0.0760509
|
Sig. Relationship Found for IS.disab_coll_wateric.jrp.drnk_wat_only_classification : pval= *0.028
|
dependent.var
|
independent.var
|
dependent.var.value
|
independent.var.value
|
numbers
|
se
|
min
|
max
|
|
ic.jrp.drnk_wat_only_classification
|
IS.disab_coll_water
|
3 -15
|
0
|
0.5059749
|
NA
|
0.4892434
|
0.5227065
|
|
ic.jrp.drnk_wat_only_classification
|
IS.disab_coll_water
|
3 -15
|
1
|
0.5897436
|
NA
|
0.5206958
|
0.6587914
|
|
ic.jrp.drnk_wat_only_classification
|
IS.disab_coll_water
|
< 3
|
0
|
0.2780530
|
NA
|
0.2630592
|
0.2930469
|
|
ic.jrp.drnk_wat_only_classification
|
IS.disab_coll_water
|
< 3
|
1
|
0.1846154
|
NA
|
0.1301518
|
0.2390789
|
|
ic.jrp.drnk_wat_only_classification
|
IS.disab_coll_water
|
>20
|
0
|
0.1302827
|
NA
|
0.1190177
|
0.1415477
|
|
ic.jrp.drnk_wat_only_classification
|
IS.disab_coll_water
|
>20
|
1
|
0.1230769
|
NA
|
0.0769601
|
0.1691938
|
|
ic.jrp.drnk_wat_only_classification
|
IS.disab_coll_water
|
15-20
|
0
|
0.0856893
|
NA
|
0.0763221
|
0.0950565
|
|
ic.jrp.drnk_wat_only_classification
|
IS.disab_coll_water
|
15-20
|
1
|
0.1025641
|
NA
|
0.0599758
|
0.1451524
|
Sig. Relationship Found for IS.no_male_18to59_coll_wateric.jrp.drnk_wat_only_classification : pval= *0
|
dependent.var
|
independent.var
|
dependent.var.value
|
independent.var.value
|
numbers
|
se
|
min
|
max
|
|
ic.jrp.drnk_wat_only_classification
|
IS.no_male_18to59_coll_water
|
3 -15
|
0
|
0.5148402
|
NA
|
0.4914346
|
0.5382458
|
|
ic.jrp.drnk_wat_only_classification
|
IS.no_male_18to59_coll_water
|
3 -15
|
1
|
0.5064034
|
NA
|
0.4837644
|
0.5290424
|
|
ic.jrp.drnk_wat_only_classification
|
IS.no_male_18to59_coll_water
|
< 3
|
0
|
0.2391553
|
NA
|
0.2191783
|
0.2591322
|
|
ic.jrp.drnk_wat_only_classification
|
IS.no_male_18to59_coll_water
|
< 3
|
1
|
0.3046958
|
NA
|
0.2838536
|
0.3255381
|
|
ic.jrp.drnk_wat_only_classification
|
IS.no_male_18to59_coll_water
|
>20
|
0
|
0.1398402
|
NA
|
0.1235979
|
0.1560824
|
|
ic.jrp.drnk_wat_only_classification
|
IS.no_male_18to59_coll_water
|
>20
|
1
|
0.1205977
|
NA
|
0.1058512
|
0.1353441
|
|
ic.jrp.drnk_wat_only_classification
|
IS.no_male_18to59_coll_water
|
15-20
|
0
|
0.1061644
|
NA
|
0.0917379
|
0.1205908
|
|
ic.jrp.drnk_wat_only_classification
|
IS.no_male_18to59_coll_water
|
15-20
|
1
|
0.0683031
|
NA
|
0.0568801
|
0.0797261
|
Sig. Relationship Found for IS.no_adult_18to59_coll_wateric.jrp.drnk_wat_only_classification : pval= *0.004
|
dependent.var
|
independent.var
|
dependent.var.value
|
independent.var.value
|
numbers
|
se
|
min
|
max
|
|
ic.jrp.drnk_wat_only_classification
|
IS.no_adult_18to59_coll_water
|
3 -15
|
0
|
0.5140908
|
NA
|
0.4972165
|
0.5309651
|
|
ic.jrp.drnk_wat_only_classification
|
IS.no_adult_18to59_coll_water
|
3 -15
|
1
|
0.4627451
|
NA
|
0.4015384
|
0.5239518
|
|
ic.jrp.drnk_wat_only_classification
|
IS.no_adult_18to59_coll_water
|
< 3
|
0
|
0.2657965
|
NA
|
0.2508819
|
0.2807111
|
|
ic.jrp.drnk_wat_only_classification
|
IS.no_adult_18to59_coll_water
|
< 3
|
1
|
0.3686275
|
NA
|
0.3094066
|
0.4278483
|
|
ic.jrp.drnk_wat_only_classification
|
IS.no_adult_18to59_coll_water
|
>20
|
0
|
0.1326016
|
NA
|
0.1211514
|
0.1440518
|
|
ic.jrp.drnk_wat_only_classification
|
IS.no_adult_18to59_coll_water
|
>20
|
1
|
0.0941176
|
NA
|
0.0582742
|
0.1299611
|
|
ic.jrp.drnk_wat_only_classification
|
IS.no_adult_18to59_coll_water
|
15-20
|
0
|
0.0875111
|
NA
|
0.0779706
|
0.0970517
|
|
ic.jrp.drnk_wat_only_classification
|
IS.no_adult_18to59_coll_water
|
15-20
|
1
|
0.0745098
|
NA
|
0.0422746
|
0.1067450
|
Sig. Relationship Found for IS.REVA_arrivalI.cop_strat : pval= *0
|
dependent.var
|
independent.var
|
dependent.var.value
|
independent.var.value
|
numbers
|
se
|
min
|
max
|
|
I.cop_strat
|
IS.REVA_arrival
|
0
|
2016 - Aug 2017
|
0.9444444
|
NA
|
0.8915276
|
0.9973613
|
|
I.cop_strat
|
IS.REVA_arrival
|
0
|
Before 2016
|
0.8560976
|
NA
|
0.8221185
|
0.8900767
|
|
I.cop_strat
|
IS.REVA_arrival
|
0
|
post Aug 2017
|
0.9465649
|
NA
|
0.9387025
|
0.9544273
|
|
I.cop_strat
|
IS.REVA_arrival
|
1
|
2016 - Aug 2017
|
0.0555556
|
NA
|
0.0026387
|
0.1084724
|
|
I.cop_strat
|
IS.REVA_arrival
|
1
|
Before 2016
|
0.1439024
|
NA
|
0.1099233
|
0.1778815
|
|
I.cop_strat
|
IS.REVA_arrival
|
1
|
post Aug 2017
|
0.0534351
|
NA
|
0.0455727
|
0.0612975
|
Sig. Relationship Found for IS.REVA_arrival_sheltI.cop_strat : pval= *0
|
dependent.var
|
independent.var
|
dependent.var.value
|
independent.var.value
|
numbers
|
se
|
min
|
max
|
|
I.cop_strat
|
IS.REVA_arrival_shelt
|
0
|
< 2016
|
0.8493590
|
NA
|
0.8096629
|
0.8890551
|
|
I.cop_strat
|
IS.REVA_arrival_shelt
|
0
|
2016 - Aug 2017
|
0.9529412
|
NA
|
0.9079163
|
0.9979660
|
|
I.cop_strat
|
IS.REVA_arrival_shelt
|
0
|
post Aug 2017
|
0.9442552
|
NA
|
0.9363407
|
0.9521696
|
|
I.cop_strat
|
IS.REVA_arrival_shelt
|
1
|
< 2016
|
0.1506410
|
NA
|
0.1109449
|
0.1903371
|
|
I.cop_strat
|
IS.REVA_arrival_shelt
|
1
|
2016 - Aug 2017
|
0.0470588
|
NA
|
0.0020340
|
0.0920837
|
|
I.cop_strat
|
IS.REVA_arrival_shelt
|
1
|
post Aug 2017
|
0.0557448
|
NA
|
0.0478304
|
0.0636593
|
Sig. Relationship Found for IS.disabI.cop_strat : pval= *0
|
dependent.var
|
independent.var
|
dependent.var.value
|
independent.var.value
|
numbers
|
se
|
min
|
max
|
|
I.cop_strat
|
IS.disab
|
0
|
0
|
0.9455241
|
NA
|
0.9375835
|
0.9534646
|
|
I.cop_strat
|
IS.disab
|
0
|
1
|
0.8767967
|
NA
|
0.8476020
|
0.9059914
|
|
I.cop_strat
|
IS.disab
|
1
|
0
|
0.0544759
|
NA
|
0.0465354
|
0.0624165
|
|
I.cop_strat
|
IS.disab
|
1
|
1
|
0.1232033
|
NA
|
0.0940086
|
0.1523980
|
Sig. Relationship Found for IS.disab_coll_waterI.cop_strat : pval= *0
|
dependent.var
|
independent.var
|
dependent.var.value
|
independent.var.value
|
numbers
|
se
|
min
|
max
|
|
I.cop_strat
|
IS.disab_coll_water
|
0
|
0
|
0.9402507
|
NA
|
0.9323186
|
0.9481827
|
|
I.cop_strat
|
IS.disab_coll_water
|
0
|
1
|
0.8666667
|
NA
|
0.8189482
|
0.9143851
|
|
I.cop_strat
|
IS.disab_coll_water
|
1
|
0
|
0.0597493
|
NA
|
0.0518173
|
0.0676814
|
|
I.cop_strat
|
IS.disab_coll_water
|
1
|
1
|
0.1333333
|
NA
|
0.0856149
|
0.1810518
|
Batch 2: Categorical Vs Categorical (ISCG and Dependent) - CHISQ
instuctions: All of the below tested as follows: Relationship test for all ISCG indicators Relationship test for HHs with at least 1 PWD
Relationship test for HHs where: at least 1 PWD collects water / no males 18-59 collect water / no adults 18-59 collect wate
dependent.var.list<-c( "I.aquatab_pursach",
"I.indi_def_prob_yes",
"I.indi_bath_prob_all_INDIVHH",
"menst_chell",
"I.menst_access_satisf",
"I.hnd_sp",
"hyg_train",
"I.consulted_account_latrine")
length(dependent.var.list)*length(iscg_cols_categorical)
[1] 80
results_list<-list()
for (dep_var in dependent.var.list){
for(iscg_var in iscg_cols_categorical){
results1<-map_to_result(data=hh,
dependent.var=dep_var,
independent.var = iscg_var,
case=case,
weighting = wash_weights)
pval<-round(results1$hypothesis.test$result$p.value,3)
pval_label<-ifelse(pval<0.05, paste0("*", pval),pval)
results_list[[iscg_var]]<-results1$summary.statistic
plots1<-ggplot(results1$summary.statistic,
aes(x=independent.var.value,
y=numbers,
fill=factor(dependent.var.value),name="")) +
geom_bar(position=position_dodge(), stat="identity") +
scale_fill_brewer(palette="Spectral")+
geom_errorbar(aes(ymin=min, ymax=max),
width=.2,
position=position_dodge(.9))+
labs(title= paste0(dep_var, "~",iscg_var," p value = " ,pval_label),
x=iscg_var,y= "%",
fill=dep_var)+
# geom_text(aes(label=numbers), vjust=max(max)) +
geom_text(aes(y=max(max)+0.2,label=round(numbers,3)),
# width=.2,
position=position_dodge(.9))+
theme_economist()
print(plots1)
if(pval<0.05){
print(kable(results1$summary.statistic,
caption= paste0("Sig. Relationship Found for ",
paste0(iscg_var,dep_var)," : pval= *", pval)) %>% kable_styling(position = "center"))}
}
}
Sig. Relationship Found for IS.REVA_arrivalI.aquatab_pursach : pval= *0.009
|
dependent.var
|
independent.var
|
dependent.var.value
|
independent.var.value
|
numbers
|
se
|
min
|
max
|
|
I.aquatab_pursach
|
IS.REVA_arrival
|
No Aqua or PUR Sach
|
2016 - Aug 2017
|
0.7361111
|
NA
|
0.6342932
|
0.8379290
|
|
I.aquatab_pursach
|
IS.REVA_arrival
|
No Aqua or PUR Sach
|
Before 2016
|
0.8390244
|
NA
|
0.8034462
|
0.8746025
|
|
I.aquatab_pursach
|
IS.REVA_arrival
|
No Aqua or PUR Sach
|
post Aug 2017
|
0.7754453
|
NA
|
0.7608570
|
0.7900335
|
|
I.aquatab_pursach
|
IS.REVA_arrival
|
Aqua or PUR Sach
|
2016 - Aug 2017
|
0.2638889
|
NA
|
0.1620710
|
0.3657068
|
|
I.aquatab_pursach
|
IS.REVA_arrival
|
Aqua or PUR Sach
|
Before 2016
|
0.1609756
|
NA
|
0.1253975
|
0.1965538
|
|
I.aquatab_pursach
|
IS.REVA_arrival
|
Aqua or PUR Sach
|
post Aug 2017
|
0.2245547
|
NA
|
0.2099665
|
0.2391430
|
Sig. Relationship Found for IS.REVA_arrival_sheltI.aquatab_pursach : pval= *0.004
|
dependent.var
|
independent.var
|
dependent.var.value
|
independent.var.value
|
numbers
|
se
|
min
|
max
|
|
I.aquatab_pursach
|
IS.REVA_arrival_shelt
|
No Aqua or PUR Sach
|
< 2016
|
0.8493590
|
NA
|
0.8096629
|
0.8890551
|
|
I.aquatab_pursach
|
IS.REVA_arrival_shelt
|
No Aqua or PUR Sach
|
2016 - Aug 2017
|
0.7176471
|
NA
|
0.6219386
|
0.8133555
|
|
I.aquatab_pursach
|
IS.REVA_arrival_shelt
|
No Aqua or PUR Sach
|
post Aug 2017
|
0.7770207
|
NA
|
0.7626618
|
0.7913797
|
|
I.aquatab_pursach
|
IS.REVA_arrival_shelt
|
Aqua or PUR Sach
|
< 2016
|
0.1506410
|
NA
|
0.1109449
|
0.1903371
|
|
I.aquatab_pursach
|
IS.REVA_arrival_shelt
|
Aqua or PUR Sach
|
2016 - Aug 2017
|
0.2823529
|
NA
|
0.1866445
|
0.3780614
|
|
I.aquatab_pursach
|
IS.REVA_arrival_shelt
|
Aqua or PUR Sach
|
post Aug 2017
|
0.2229793
|
NA
|
0.2086203
|
0.2373382
|
Sig. Relationship Found for IS.gender_hohI.aquatab_pursach : pval= *0
|
dependent.var
|
independent.var
|
dependent.var.value
|
independent.var.value
|
numbers
|
se
|
min
|
max
|
|
I.aquatab_pursach
|
IS.gender_hoh
|
No Aqua or PUR Sach
|
female
|
0.6989011
|
NA
|
0.6690919
|
0.7287103
|
|
I.aquatab_pursach
|
IS.gender_hoh
|
No Aqua or PUR Sach
|
male
|
0.8096465
|
NA
|
0.7948803
|
0.8244128
|
|
I.aquatab_pursach
|
IS.gender_hoh
|
Aqua or PUR Sach
|
female
|
0.3010989
|
NA
|
0.2712897
|
0.3309081
|
|
I.aquatab_pursach
|
IS.gender_hoh
|
Aqua or PUR Sach
|
male
|
0.1903535
|
NA
|
0.1755872
|
0.2051197
|
Sig. Relationship Found for IS.disabI.aquatab_pursach : pval= *0.042
|
dependent.var
|
independent.var
|
dependent.var.value
|
independent.var.value
|
numbers
|
se
|
min
|
max
|
|
I.aquatab_pursach
|
IS.disab
|
No Aqua or PUR Sach
|
0
|
0.7763619
|
NA
|
0.7617832
|
0.7909405
|
|
I.aquatab_pursach
|
IS.disab
|
No Aqua or PUR Sach
|
1
|
0.8172485
|
NA
|
0.7829203
|
0.8515767
|
|
I.aquatab_pursach
|
IS.disab
|
Aqua or PUR Sach
|
0
|
0.2236381
|
NA
|
0.2090595
|
0.2382168
|
|
I.aquatab_pursach
|
IS.disab
|
Aqua or PUR Sach
|
1
|
0.1827515
|
NA
|
0.1484233
|
0.2170797
|
Sig. Relationship Found for IS.no_male_18to59_coll_waterI.aquatab_pursach : pval= *0
|
dependent.var
|
independent.var
|
dependent.var.value
|
independent.var.value
|
numbers
|
se
|
min
|
max
|
|
I.aquatab_pursach
|
IS.no_male_18to59_coll_water
|
No Aqua or PUR Sach
|
0
|
0.8167808
|
NA
|
0.7986641
|
0.8348975
|
|
I.aquatab_pursach
|
IS.no_male_18to59_coll_water
|
No Aqua or PUR Sach
|
1
|
0.7491996
|
NA
|
0.7295711
|
0.7688280
|
|
I.aquatab_pursach
|
IS.no_male_18to59_coll_water
|
Aqua or PUR Sach
|
0
|
0.1832192
|
NA
|
0.1651025
|
0.2013359
|
|
I.aquatab_pursach
|
IS.no_male_18to59_coll_water
|
Aqua or PUR Sach
|
1
|
0.2508004
|
NA
|
0.2311720
|
0.2704289
|
Sig. Relationship Found for IS.disabI.indi_def_prob_yes : pval= *0
|
dependent.var
|
independent.var
|
dependent.var.value
|
independent.var.value
|
numbers
|
se
|
min
|
max
|
|
I.indi_def_prob_yes
|
IS.disab
|
no_latrine_access_prob
|
0
|
0.7069130
|
NA
|
0.6909875
|
0.7228385
|
|
I.indi_def_prob_yes
|
IS.disab
|
no_latrine_access_prob
|
1
|
0.5400411
|
NA
|
0.4957704
|
0.5843118
|
|
I.indi_def_prob_yes
|
IS.disab
|
latrine_access_prob
|
0
|
0.2930870
|
NA
|
0.2771615
|
0.3090125
|
|
I.indi_def_prob_yes
|
IS.disab
|
latrine_access_prob
|
1
|
0.4599589
|
NA
|
0.4156882
|
0.5042296
|
Sig. Relationship Found for IS.disab_coll_waterI.indi_def_prob_yes : pval= *0
|
dependent.var
|
independent.var
|
dependent.var.value
|
independent.var.value
|
numbers
|
se
|
min
|
max
|
|
I.indi_def_prob_yes
|
IS.disab_coll_water
|
no_latrine_access_prob
|
0
|
0.6910522
|
NA
|
0.6755891
|
0.7065152
|
|
I.indi_def_prob_yes
|
IS.disab_coll_water
|
no_latrine_access_prob
|
1
|
0.5692308
|
NA
|
0.4997192
|
0.6387424
|
|
I.indi_def_prob_yes
|
IS.disab_coll_water
|
latrine_access_prob
|
0
|
0.3089478
|
NA
|
0.2934848
|
0.3244109
|
|
I.indi_def_prob_yes
|
IS.disab_coll_water
|
latrine_access_prob
|
1
|
0.4307692
|
NA
|
0.3612576
|
0.5002808
|
Sig. Relationship Found for IS.no_male_18to59_coll_waterI.indi_def_prob_yes : pval= *0
|
dependent.var
|
independent.var
|
dependent.var.value
|
independent.var.value
|
numbers
|
se
|
min
|
max
|
|
I.indi_def_prob_yes
|
IS.no_male_18to59_coll_water
|
no_latrine_access_prob
|
0
|
0.7208904
|
NA
|
0.6998835
|
0.7418974
|
|
I.indi_def_prob_yes
|
IS.no_male_18to59_coll_water
|
no_latrine_access_prob
|
1
|
0.6504803
|
NA
|
0.6288891
|
0.6720714
|
|
I.indi_def_prob_yes
|
IS.no_male_18to59_coll_water
|
latrine_access_prob
|
0
|
0.2791096
|
NA
|
0.2581026
|
0.3001165
|
|
I.indi_def_prob_yes
|
IS.no_male_18to59_coll_water
|
latrine_access_prob
|
1
|
0.3495197
|
NA
|
0.3279286
|
0.3711109
|
Sig. Relationship Found for IS.no_adult_18to59_coll_waterI.indi_def_prob_yes : pval= *0.001
|
dependent.var
|
independent.var
|
dependent.var.value
|
independent.var.value
|
numbers
|
se
|
min
|
max
|
|
I.indi_def_prob_yes
|
IS.no_adult_18to59_coll_water
|
no_latrine_access_prob
|
0
|
0.6914862
|
NA
|
0.6758922
|
0.7070802
|
|
I.indi_def_prob_yes
|
IS.no_adult_18to59_coll_water
|
no_latrine_access_prob
|
1
|
0.5921569
|
NA
|
0.5318311
|
0.6524826
|
|
I.indi_def_prob_yes
|
IS.no_adult_18to59_coll_water
|
latrine_access_prob
|
0
|
0.3085138
|
NA
|
0.2929198
|
0.3241078
|
|
I.indi_def_prob_yes
|
IS.no_adult_18to59_coll_water
|
latrine_access_prob
|
1
|
0.4078431
|
NA
|
0.3475174
|
0.4681689
|
Sig. Relationship Found for IS.REVA_arrivalI.indi_bath_prob_all_INDIVHH : pval= *0
|
dependent.var
|
independent.var
|
dependent.var.value
|
independent.var.value
|
numbers
|
se
|
min
|
max
|
|
I.indi_bath_prob_all_INDIVHH
|
IS.REVA_arrival
|
0
|
2016 - Aug 2017
|
0.6805556
|
NA
|
0.5728418
|
0.7882693
|
|
I.indi_bath_prob_all_INDIVHH
|
IS.REVA_arrival
|
0
|
Before 2016
|
0.8634146
|
NA
|
0.8301695
|
0.8966597
|
|
I.indi_bath_prob_all_INDIVHH
|
IS.REVA_arrival
|
0
|
post Aug 2017
|
0.8819975
|
NA
|
0.8707191
|
0.8932758
|
|
I.indi_bath_prob_all_INDIVHH
|
IS.REVA_arrival
|
1
|
2016 - Aug 2017
|
0.3194444
|
NA
|
0.2117307
|
0.4271582
|
|
I.indi_bath_prob_all_INDIVHH
|
IS.REVA_arrival
|
1
|
Before 2016
|
0.1365854
|
NA
|
0.1033403
|
0.1698305
|
|
I.indi_bath_prob_all_INDIVHH
|
IS.REVA_arrival
|
1
|
post Aug 2017
|
0.1180025
|
NA
|
0.1067242
|
0.1292809
|
Sig. Relationship Found for IS.disabI.indi_bath_prob_all_INDIVHH : pval= *0
|
dependent.var
|
independent.var
|
dependent.var.value
|
independent.var.value
|
numbers
|
se
|
min
|
max
|
|
I.indi_bath_prob_all_INDIVHH
|
IS.disab
|
0
|
0
|
0.8878624
|
NA
|
0.8768226
|
0.8989022
|
|
I.indi_bath_prob_all_INDIVHH
|
IS.disab
|
0
|
1
|
0.7987680
|
NA
|
0.7631555
|
0.8343805
|
|
I.indi_bath_prob_all_INDIVHH
|
IS.disab
|
1
|
0
|
0.1121376
|
NA
|
0.1010978
|
0.1231774
|
|
I.indi_bath_prob_all_INDIVHH
|
IS.disab
|
1
|
1
|
0.2012320
|
NA
|
0.1656195
|
0.2368445
|
Sig. Relationship Found for IS.disab_coll_waterI.indi_bath_prob_all_INDIVHH : pval= *0
|
dependent.var
|
independent.var
|
dependent.var.value
|
independent.var.value
|
numbers
|
se
|
min
|
max
|
|
I.indi_bath_prob_all_INDIVHH
|
IS.disab_coll_water
|
0
|
0
|
0.8805013
|
NA
|
0.8696460
|
0.8913567
|
|
I.indi_bath_prob_all_INDIVHH
|
IS.disab_coll_water
|
0
|
1
|
0.7948718
|
NA
|
0.7381889
|
0.8515547
|
|
I.indi_bath_prob_all_INDIVHH
|
IS.disab_coll_water
|
1
|
0
|
0.1194987
|
NA
|
0.1086433
|
0.1303540
|
|
I.indi_bath_prob_all_INDIVHH
|
IS.disab_coll_water
|
1
|
1
|
0.2051282
|
NA
|
0.1484453
|
0.2618111
|
Sig. Relationship Found for IS.mhohmenst_chell : pval= *0
|
dependent.var
|
independent.var
|
dependent.var.value
|
independent.var.value
|
numbers
|
se
|
min
|
max
|
|
menst_chell
|
IS.mhoh
|
no
|
married
|
0.8825088
|
NA
|
0.8637429
|
0.9012747
|
|
menst_chell
|
IS.mhoh
|
no
|
separated_divorced
|
0.3333333
|
NA
|
0.0665042
|
0.6001625
|
|
menst_chell
|
IS.mhoh
|
no
|
single
|
0.9166667
|
NA
|
0.7602242
|
1.0000000
|
|
menst_chell
|
IS.mhoh
|
no
|
widow(er)
|
0.7567568
|
NA
|
0.6184549
|
0.8950586
|
|
menst_chell
|
IS.mhoh
|
yes
|
married
|
0.1174912
|
NA
|
0.0987253
|
0.1362571
|
|
menst_chell
|
IS.mhoh
|
yes
|
separated_divorced
|
0.6666667
|
NA
|
0.3998375
|
0.9334958
|
|
menst_chell
|
IS.mhoh
|
yes
|
single
|
0.0833333
|
NA
|
0.0000000
|
0.2397758
|
|
menst_chell
|
IS.mhoh
|
yes
|
widow(er)
|
0.2432432
|
NA
|
0.1049414
|
0.3815451
|
Sig. Relationship Found for IS.mhohI.menst_access_satisf : pval= *0.003
|
dependent.var
|
independent.var
|
dependent.var.value
|
independent.var.value
|
numbers
|
se
|
min
|
max
|
|
I.menst_access_satisf
|
IS.mhoh
|
Not Satisfied
|
married
|
0.6921296
|
NA
|
0.6767375
|
0.7075218
|
|
I.menst_access_satisf
|
IS.mhoh
|
Not Satisfied
|
separated_divorced
|
0.3750000
|
NA
|
0.1377514
|
0.6122486
|
|
I.menst_access_satisf
|
IS.mhoh
|
Not Satisfied
|
single
|
0.8392857
|
NA
|
0.7430810
|
0.9354904
|
|
I.menst_access_satisf
|
IS.mhoh
|
Not Satisfied
|
widow(er)
|
0.6530612
|
NA
|
0.5588075
|
0.7473149
|
|
I.menst_access_satisf
|
IS.mhoh
|
Satisfied
|
married
|
0.3078704
|
NA
|
0.2924782
|
0.3232625
|
|
I.menst_access_satisf
|
IS.mhoh
|
Satisfied
|
separated_divorced
|
0.6250000
|
NA
|
0.3877514
|
0.8622486
|
|
I.menst_access_satisf
|
IS.mhoh
|
Satisfied
|
single
|
0.1607143
|
NA
|
0.0645096
|
0.2569190
|
|
I.menst_access_satisf
|
IS.mhoh
|
Satisfied
|
widow(er)
|
0.3469388
|
NA
|
0.2526851
|
0.4411925
|
Sig. Relationship Found for IS.gender_hohI.menst_access_satisf : pval= *0
|
dependent.var
|
independent.var
|
dependent.var.value
|
independent.var.value
|
numbers
|
se
|
min
|
max
|
|
I.menst_access_satisf
|
IS.gender_hoh
|
Not Satisfied
|
female
|
0.5076923
|
NA
|
0.4752056
|
0.5401790
|
|
I.menst_access_satisf
|
IS.gender_hoh
|
Not Satisfied
|
male
|
0.7536819
|
NA
|
0.7374755
|
0.7698882
|
|
I.menst_access_satisf
|
IS.gender_hoh
|
Satisfied
|
female
|
0.4923077
|
NA
|
0.4598210
|
0.5247944
|
|
I.menst_access_satisf
|
IS.gender_hoh
|
Satisfied
|
male
|
0.2463181
|
NA
|
0.2301118
|
0.2625245
|
Sig. Relationship Found for IS.dependency_ratio_thresholdI.menst_access_satisf : pval= *0
|
dependent.var
|
independent.var
|
dependent.var.value
|
independent.var.value
|
numbers
|
se
|
min
|
max
|
|
I.menst_access_satisf
|
IS.dependency_ratio_threshold
|
Not Satisfied
|
0
|
0.7190661
|
NA
|
0.7016870
|
0.7364453
|
|
I.menst_access_satisf
|
IS.dependency_ratio_threshold
|
Not Satisfied
|
1
|
0.6259470
|
NA
|
0.5967585
|
0.6551354
|
|
I.menst_access_satisf
|
IS.dependency_ratio_threshold
|
Satisfied
|
0
|
0.2809339
|
NA
|
0.2635547
|
0.2983130
|
|
I.menst_access_satisf
|
IS.dependency_ratio_threshold
|
Satisfied
|
1
|
0.3740530
|
NA
|
0.3448646
|
0.4032415
|
Sig. Relationship Found for IS.disabI.menst_access_satisf : pval= *0
|
dependent.var
|
independent.var
|
dependent.var.value
|
independent.var.value
|
numbers
|
se
|
min
|
max
|
|
I.menst_access_satisf
|
IS.disab
|
Not Satisfied
|
0
|
0.6741000
|
NA
|
0.6577011
|
0.6904990
|
|
I.menst_access_satisf
|
IS.disab
|
Not Satisfied
|
1
|
0.8069815
|
NA
|
0.7719245
|
0.8420385
|
|
I.menst_access_satisf
|
IS.disab
|
Satisfied
|
0
|
0.3259000
|
NA
|
0.3095010
|
0.3422989
|
|
I.menst_access_satisf
|
IS.disab
|
Satisfied
|
1
|
0.1930185
|
NA
|
0.1579615
|
0.2280755
|
Sig. Relationship Found for IS.disab_coll_waterI.menst_access_satisf : pval= *0.007
|
dependent.var
|
independent.var
|
dependent.var.value
|
independent.var.value
|
numbers
|
se
|
min
|
max
|
|
I.menst_access_satisf
|
IS.disab_coll_water
|
Not Satisfied
|
0
|
0.6869717
|
NA
|
0.6714529
|
0.7024906
|
|
I.menst_access_satisf
|
IS.disab_coll_water
|
Not Satisfied
|
1
|
0.7794872
|
NA
|
0.7212886
|
0.8376857
|
|
I.menst_access_satisf
|
IS.disab_coll_water
|
Satisfied
|
0
|
0.3130283
|
NA
|
0.2975094
|
0.3285471
|
|
I.menst_access_satisf
|
IS.disab_coll_water
|
Satisfied
|
1
|
0.2205128
|
NA
|
0.1623143
|
0.2787114
|
Sig. Relationship Found for IS.no_male_18to59_coll_waterI.menst_access_satisf : pval= *0
|
dependent.var
|
independent.var
|
dependent.var.value
|
independent.var.value
|
numbers
|
se
|
min
|
max
|
|
I.menst_access_satisf
|
IS.no_male_18to59_coll_water
|
Not Satisfied
|
0
|
0.7802511
|
NA
|
0.7608592
|
0.7996431
|
|
I.menst_access_satisf
|
IS.no_male_18to59_coll_water
|
Not Satisfied
|
1
|
0.6093917
|
NA
|
0.5872993
|
0.6314840
|
|
I.menst_access_satisf
|
IS.no_male_18to59_coll_water
|
Satisfied
|
0
|
0.2197489
|
NA
|
0.2003569
|
0.2391408
|
|
I.menst_access_satisf
|
IS.no_male_18to59_coll_water
|
Satisfied
|
1
|
0.3906083
|
NA
|
0.3685160
|
0.4127007
|
Sig. Relationship Found for IS.no_adult_18to59_coll_waterI.menst_access_satisf : pval= *0
|
dependent.var
|
independent.var
|
dependent.var.value
|
independent.var.value
|
numbers
|
se
|
min
|
max
|
|
I.menst_access_satisf
|
IS.no_adult_18to59_coll_water
|
Not Satisfied
|
0
|
0.6822901
|
NA
|
0.6665710
|
0.6980093
|
|
I.menst_access_satisf
|
IS.no_adult_18to59_coll_water
|
Not Satisfied
|
1
|
0.8196078
|
NA
|
0.7724070
|
0.8668087
|
|
I.menst_access_satisf
|
IS.no_adult_18to59_coll_water
|
Satisfied
|
0
|
0.3177099
|
NA
|
0.3019907
|
0.3334290
|
|
I.menst_access_satisf
|
IS.no_adult_18to59_coll_water
|
Satisfied
|
1
|
0.1803922
|
NA
|
0.1331913
|
0.2275930
|
Sig. Relationship Found for IS.REVA_arrivalI.hnd_sp : pval= *0.042
|
dependent.var
|
independent.var
|
dependent.var.value
|
independent.var.value
|
numbers
|
se
|
min
|
max
|
|
I.hnd_sp
|
IS.REVA_arrival
|
Hand Soap Seen
|
2016 - Aug 2017
|
0.8055556
|
NA
|
0.7141259
|
0.8969852
|
|
I.hnd_sp
|
IS.REVA_arrival
|
Hand Soap Seen
|
Before 2016
|
0.9048780
|
NA
|
0.8764759
|
0.9332802
|
|
I.hnd_sp
|
IS.REVA_arrival
|
Hand Soap Seen
|
post Aug 2017
|
0.8772265
|
NA
|
0.8657535
|
0.8886994
|
|
I.hnd_sp
|
IS.REVA_arrival
|
No Hand Soap Seen
|
2016 - Aug 2017
|
0.1944444
|
NA
|
0.1030148
|
0.2858741
|
|
I.hnd_sp
|
IS.REVA_arrival
|
No Hand Soap Seen
|
Before 2016
|
0.0951220
|
NA
|
0.0667198
|
0.1235241
|
|
I.hnd_sp
|
IS.REVA_arrival
|
No Hand Soap Seen
|
post Aug 2017
|
0.1227735
|
NA
|
0.1113006
|
0.1342465
|
Sig. Relationship Found for Is.higest_eduI.hnd_sp : pval= *0
|
dependent.var
|
independent.var
|
dependent.var.value
|
independent.var.value
|
numbers
|
se
|
min
|
max
|
|
I.hnd_sp
|
Is.higest_edu
|
Hand Soap Seen
|
Completed Primary or More
|
0.9023052
|
NA
|
0.8886704
|
0.9159399
|
|
I.hnd_sp
|
Is.higest_edu
|
Hand Soap Seen
|
No Education
|
0.8527542
|
NA
|
0.8301466
|
0.8753619
|
|
I.hnd_sp
|
Is.higest_edu
|
Hand Soap Seen
|
Some Primary
|
0.8581395
|
NA
|
0.8348174
|
0.8814617
|
|
I.hnd_sp
|
Is.higest_edu
|
No Hand Soap Seen
|
Completed Primary or More
|
0.0976948
|
NA
|
0.0840601
|
0.1113296
|
|
I.hnd_sp
|
Is.higest_edu
|
No Hand Soap Seen
|
No Education
|
0.1472458
|
NA
|
0.1246381
|
0.1698534
|
|
I.hnd_sp
|
Is.higest_edu
|
No Hand Soap Seen
|
Some Primary
|
0.1418605
|
NA
|
0.1185383
|
0.1651826
|
Sig. Relationship Found for IS.disabI.hnd_sp : pval= *0
|
dependent.var
|
independent.var
|
dependent.var.value
|
independent.var.value
|
numbers
|
se
|
min
|
max
|
|
I.hnd_sp
|
IS.disab
|
Hand Soap Seen
|
0
|
0.8865881
|
NA
|
0.8754937
|
0.8976825
|
|
I.hnd_sp
|
IS.disab
|
Hand Soap Seen
|
1
|
0.8295688
|
NA
|
0.7961690
|
0.8629686
|
|
I.hnd_sp
|
IS.disab
|
No Hand Soap Seen
|
0
|
0.1134119
|
NA
|
0.1023175
|
0.1245063
|
|
I.hnd_sp
|
IS.disab
|
No Hand Soap Seen
|
1
|
0.1704312
|
NA
|
0.1370314
|
0.2038310
|
Sig. Relationship Found for IS.no_adult_18to59_coll_waterI.hnd_sp : pval= *0.009
|
dependent.var
|
independent.var
|
dependent.var.value
|
independent.var.value
|
numbers
|
se
|
min
|
max
|
|
I.hnd_sp
|
IS.no_adult_18to59_coll_water
|
Hand Soap Seen
|
0
|
0.8828241
|
NA
|
0.8719652
|
0.8936830
|
|
I.hnd_sp
|
IS.no_adult_18to59_coll_water
|
Hand Soap Seen
|
1
|
0.8274510
|
NA
|
0.7810673
|
0.8738347
|
|
I.hnd_sp
|
IS.no_adult_18to59_coll_water
|
No Hand Soap Seen
|
0
|
0.1171759
|
NA
|
0.1063170
|
0.1280348
|
|
I.hnd_sp
|
IS.no_adult_18to59_coll_water
|
No Hand Soap Seen
|
1
|
0.1725490
|
NA
|
0.1261653
|
0.2189327
|
Sig. Relationship Found for Is.higest_eduhyg_train : pval= *0.033
|
dependent.var
|
independent.var
|
dependent.var.value
|
independent.var.value
|
numbers
|
se
|
min
|
max
|
|
hyg_train
|
Is.higest_edu
|
no
|
Completed Primary or More
|
0.5954995
|
NA
|
0.5729605
|
0.6180384
|
|
hyg_train
|
Is.higest_edu
|
no
|
No Education
|
0.6504237
|
NA
|
0.6200015
|
0.6808460
|
|
hyg_train
|
Is.higest_edu
|
no
|
Some Primary
|
0.5988372
|
NA
|
0.5660750
|
0.6315994
|
|
hyg_train
|
Is.higest_edu
|
yes
|
Completed Primary or More
|
0.4034029
|
NA
|
0.3808738
|
0.4259320
|
|
hyg_train
|
Is.higest_edu
|
yes
|
No Education
|
0.3495763
|
NA
|
0.3191540
|
0.3799985
|
|
hyg_train
|
Is.higest_edu
|
yes
|
Some Primary
|
0.3988372
|
NA
|
0.3661067
|
0.4315677
|
|
hyg_train
|
Is.higest_edu
|
dntknow
|
Completed Primary or More
|
0.0010977
|
NA
|
0.0000000
|
0.0026184
|
|
hyg_train
|
Is.higest_edu
|
dntknow
|
No Education
|
0.0000000
|
NA
|
0.0000000
|
0.0000000
|
|
hyg_train
|
Is.higest_edu
|
dntknow
|
Some Primary
|
0.0023256
|
NA
|
0.0000000
|
0.0055453
|
Sig. Relationship Found for IS.REVA_arrival_sheltI.consulted_account_latrine : pval= *0.001
|
dependent.var
|
independent.var
|
dependent.var.value
|
independent.var.value
|
numbers
|
se
|
min
|
max
|
|
I.consulted_account_latrine
|
IS.REVA_arrival_shelt
|
0
|
< 2016
|
0.9294872
|
NA
|
0.9010762
|
0.9578982
|
|
I.consulted_account_latrine
|
IS.REVA_arrival_shelt
|
0
|
2016 - Aug 2017
|
0.7882353
|
NA
|
0.7013686
|
0.8751020
|
|
I.consulted_account_latrine
|
IS.REVA_arrival_shelt
|
0
|
post Aug 2017
|
0.8739548
|
NA
|
0.8625054
|
0.8854042
|
|
I.consulted_account_latrine
|
IS.REVA_arrival_shelt
|
1
|
< 2016
|
0.0705128
|
NA
|
0.0421018
|
0.0989238
|
|
I.consulted_account_latrine
|
IS.REVA_arrival_shelt
|
1
|
2016 - Aug 2017
|
0.2117647
|
NA
|
0.1248980
|
0.2986314
|
|
I.consulted_account_latrine
|
IS.REVA_arrival_shelt
|
1
|
post Aug 2017
|
0.1260452
|
NA
|
0.1145958
|
0.1374946
|
Sig. Relationship Found for IS.disab_coll_waterI.consulted_account_latrine : pval= *0.045
|
dependent.var
|
independent.var
|
dependent.var.value
|
independent.var.value
|
numbers
|
se
|
min
|
max
|
|
I.consulted_account_latrine
|
IS.disab_coll_water
|
0
|
0
|
0.8793355
|
NA
|
0.8684345
|
0.8902364
|
|
I.consulted_account_latrine
|
IS.disab_coll_water
|
0
|
1
|
0.8307692
|
NA
|
0.7781347
|
0.8834037
|
|
I.consulted_account_latrine
|
IS.disab_coll_water
|
1
|
0
|
0.1206645
|
NA
|
0.1097636
|
0.1315655
|
|
I.consulted_account_latrine
|
IS.disab_coll_water
|
1
|
1
|
0.1692308
|
NA
|
0.1165963
|
0.2218653
|
Sig. Relationship Found for IS.no_male_18to59_coll_waterI.consulted_account_latrine : pval= *0.012
|
dependent.var
|
independent.var
|
dependent.var.value
|
independent.var.value
|
numbers
|
se
|
min
|
max
|
|
I.consulted_account_latrine
|
IS.no_male_18to59_coll_water
|
0
|
0
|
0.8909817
|
NA
|
0.8763860
|
0.9055774
|
|
I.consulted_account_latrine
|
IS.no_male_18to59_coll_water
|
0
|
1
|
0.8633938
|
NA
|
0.8478426
|
0.8789450
|
|
I.consulted_account_latrine
|
IS.no_male_18to59_coll_water
|
1
|
0
|
0.1090183
|
NA
|
0.0944226
|
0.1236140
|
|
I.consulted_account_latrine
|
IS.no_male_18to59_coll_water
|
1
|
1
|
0.1366062
|
NA
|
0.1210550
|
0.1521574
|
###Disaggregation by respondent status
results1$message
# Plotting the residuals
corrplot(chisq$residuals, is.cor = FALSE)